Abstract

Over the past three decades, pedotransfer functions (PTFs) have been widely used by soil scientists to estimate soils properties in temperate regions in response to the lack of soil data for these regions. Several authors indicated that little effort has been dedicated to the prediction of soil properties in the humid tropics, where the need for soil property information is of even greater priority. The aim of this paper is to provide an up-to-date repository of past and recently published articles as well as papers from proceedings of events dealing with water-retention PTFs for soils of the humid tropics. Of the 35 publications found in the literature on PTFs for prediction of water retention of soils of the humid tropics, 91 % of the PTFs are based on an empirical approach, and only 9 % are based on a semi-physical approach. Of the empirical PTFs, 97 % are continuous, and 3 % (one) is a class PTF; of the empirical PTFs, 97 % are based on multiple linear and polynomial regression of n th order techniques, and 3 % (one) is based on the k-Nearest Neighbor approach; 84 % of the continuous PTFs are point-based, and 16 % are parameter-based; 97 % of the continuous PTFs are equation-based PTFs, and 3 % (one) is based on pattern recognition. Additionally, it was found that 26 % of the tropical water-retention PTFs were developed for soils in Brazil, 26 % for soils in India, 11 % for soils in other countries in America, and 11 % for soils in other countries in Africa.

Highlights

  • Soil hydraulic properties, e.g., water retention, are cumbersome, time-consuming, and costly to measure, and they change over time

  • There is a need to provide an up-to-date repository of past and recently published articles as well as papers from proceedings of events dealing with water-retention pedotransfer functions (PTFs) for soils of the humid tropics. Another important contribution of this article is the categorization of published water-retention PTFs based on various approaches and their application to soils of the humid tropics based on data available in the literature

  • Vereecken et al (1989) developed PTFs widely used for estimation of the parameters of the van Genuchten (1980) model based on the physicochemical characteristics of 182 horizons of 40 different Belgian soil series

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Summary

REVISÃO DE LITERATURA

PEDOTRANSFER FUNCTIONS TO PREDICT WATER RETENTION FOR SOILS OF THE HUMID TROPICS: A REVIEW(1). Of the 35 publications found in the literature on PTFs for prediction of water retention of soils of the humid tropics, 91 % of the PTFs are based on an empirical approach, and only 9 % are based on a semiphysical approach. Este artigo buscou proporcionar um inventário atualizado dos artigos, assim como trabalhos publicados recentemente em anais de congressos sobre FPTs com retenção de água para solos nos trópicos úmidos. Entre 35 publicações encontradas na literatura sobre as FPTs para a estimação da retenção de água dos solos nos trópicos úmidos, 91 % dos FPTs estão com base num enfoque empírico e somente 9 %, num enfoque semifísico. Termos de indexação: meteorização de solos, solos dos trópicos úmidos, técnicas de mineração de dados

INTRODUCTION
Class PTFs
Continuous PTFs
Empirical approach
Multiple linear regressions and polynomials of the nth order
Extended nonlinear regression
Artificial neural networks
Output nodes nodes nodes
Group method of data handling
Regression trees
Support vector machines
Genetic programming
Ensemble pedotransfer functions
Grande do Sul
Output variable
Findings
MEASUREMENTS OF THE HYDRAULIC PROPERTIES
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